Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 2965 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 301.3 KiB |
| Average record size in memory | 104.0 B |
Variable types
| Numeric | 13 |
|---|
gross_revenue is highly correlated with qt_invoices and 3 other fields | High correlation |
recency_days is highly correlated with qt_invoices | High correlation |
qt_invoices is highly correlated with gross_revenue and 3 other fields | High correlation |
no_items is highly correlated with gross_revenue and 3 other fields | High correlation |
assortment is highly correlated with gross_revenue and 3 other fields | High correlation |
avg_ticket is highly correlated with avg_assortment | High correlation |
avg_recency_days is highly correlated with frequency | High correlation |
frequency is highly correlated with avg_recency_days | High correlation |
avg_basket_size is highly correlated with gross_revenue and 1 other fields | High correlation |
avg_assortment is highly correlated with assortment and 1 other fields | High correlation |
gross_revenue is highly correlated with qt_invoices and 1 other fields | High correlation |
qt_invoices is highly correlated with gross_revenue and 2 other fields | High correlation |
no_items is highly correlated with gross_revenue and 1 other fields | High correlation |
assortment is highly correlated with qt_invoices | High correlation |
avg_ticket is highly correlated with qt_returned and 1 other fields | High correlation |
qt_returned is highly correlated with avg_ticket | High correlation |
avg_basket_size is highly correlated with avg_ticket | High correlation |
gross_revenue is highly correlated with qt_invoices and 2 other fields | High correlation |
qt_invoices is highly correlated with gross_revenue and 2 other fields | High correlation |
no_items is highly correlated with gross_revenue and 3 other fields | High correlation |
assortment is highly correlated with gross_revenue and 2 other fields | High correlation |
avg_recency_days is highly correlated with frequency | High correlation |
frequency is highly correlated with avg_recency_days | High correlation |
avg_basket_size is highly correlated with no_items | High correlation |
gross_revenue is highly correlated with qt_invoices and 3 other fields | High correlation |
qt_invoices is highly correlated with gross_revenue and 2 other fields | High correlation |
no_items is highly correlated with gross_revenue and 4 other fields | High correlation |
assortment is highly correlated with gross_revenue and 2 other fields | High correlation |
avg_ticket is highly correlated with qt_returned and 1 other fields | High correlation |
qt_returned is highly correlated with no_items and 2 other fields | High correlation |
avg_basket_size is highly correlated with gross_revenue and 4 other fields | High correlation |
avg_assortment is highly correlated with avg_basket_size | High correlation |
avg_ticket is highly skewed (γ1 = 25.14435057) | Skewed |
qt_returned is highly skewed (γ1 = 26.83769591) | Skewed |
df_index has unique values | Unique |
customer_id has unique values | Unique |
recency_days has 33 (1.1%) zeros | Zeros |
qt_returned has 1480 (49.9%) zeros | Zeros |
Reproduction
| Analysis started | 2021-11-18 15:55:21.443632 |
|---|---|
| Analysis finished | 2021-11-18 15:55:55.539562 |
| Duration | 34.1 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 2965 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2308.542664 |
| Minimum | 0 |
|---|---|
| Maximum | 5689 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 185.2 |
| Q1 | 926 |
| median | 2113 |
| Q3 | 3523 |
| 95-th percentile | 5010.2 |
| Maximum | 5689 |
| Range | 5689 |
| Interquartile range (IQR) | 2597 |
Descriptive statistics
| Standard deviation | 1547.283204 |
|---|---|
| Coefficient of variation (CV) | 0.670242412 |
| Kurtosis | -1.011794798 |
| Mean | 2308.542664 |
| Median Absolute Deviation (MAD) | 1265 |
| Skewness | 0.3400689729 |
| Sum | 6844829 |
| Variance | 2394085.312 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 3002 | 1 | < 0.1% |
| 2987 | 1 | < 0.1% |
| 2990 | 1 | < 0.1% |
| 2991 | 1 | < 0.1% |
| 2992 | 1 | < 0.1% |
| 2993 | 1 | < 0.1% |
| 2996 | 1 | < 0.1% |
| 2998 | 1 | < 0.1% |
| 2999 | 1 | < 0.1% |
| Other values (2955) | 2955 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 5689 | 1 | |
| 5670 | 1 | |
| 5660 | 1 | |
| 5654 | 1 | |
| 5633 | 1 | |
| 5629 | 1 | |
| 5623 | 1 | |
| 5612 | 1 | |
| 5611 | 1 | |
| 5601 | 1 |
| Distinct | 2965 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15270.24992 |
| Minimum | 12347 |
|---|---|
| Maximum | 18287 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.3 KiB |
Quantile statistics
| Minimum | 12347 |
|---|---|
| 5-th percentile | 12619.2 |
| Q1 | 13799 |
| median | 15220 |
| Q3 | 16770 |
| 95-th percentile | 17964.8 |
| Maximum | 18287 |
| Range | 5940 |
| Interquartile range (IQR) | 2971 |
Descriptive statistics
| Standard deviation | 1719.522705 |
|---|---|
| Coefficient of variation (CV) | 0.1126060617 |
| Kurtosis | -1.206368645 |
| Mean | 15270.24992 |
| Median Absolute Deviation (MAD) | 1489 |
| Skewness | 0.03249797116 |
| Sum | 45276291 |
| Variance | 2956758.332 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 17850 | 1 | < 0.1% |
| 17588 | 1 | < 0.1% |
| 14905 | 1 | < 0.1% |
| 16103 | 1 | < 0.1% |
| 14626 | 1 | < 0.1% |
| 14868 | 1 | < 0.1% |
| 18246 | 1 | < 0.1% |
| 17115 | 1 | < 0.1% |
| 16611 | 1 | < 0.1% |
| 15912 | 1 | < 0.1% |
| Other values (2955) | 2955 |
| Value | Count | Frequency (%) |
| 12347 | 1 | |
| 12348 | 1 | |
| 12352 | 1 | |
| 12356 | 1 | |
| 12358 | 1 | |
| 12359 | 1 | |
| 12360 | 1 | |
| 12362 | 1 | |
| 12364 | 1 | |
| 12370 | 1 |
| Value | Count | Frequency (%) |
| 18287 | 1 | |
| 18283 | 1 | |
| 18282 | 1 | |
| 18277 | 1 | |
| 18276 | 1 | |
| 18274 | 1 | |
| 18273 | 1 | |
| 18272 | 1 | |
| 18270 | 1 | |
| 18269 | 1 |
| Distinct | 2950 |
|---|---|
| Distinct (%) | 99.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2693.612793 |
| Minimum | 6.2 |
|---|---|
| Maximum | 279138.02 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.3 KiB |
Quantile statistics
| Minimum | 6.2 |
|---|---|
| 5-th percentile | 230.892 |
| Q1 | 570.96 |
| median | 1084.1 |
| Q3 | 2308.06 |
| 95-th percentile | 7180.164 |
| Maximum | 279138.02 |
| Range | 279131.82 |
| Interquartile range (IQR) | 1737.1 |
Descriptive statistics
| Standard deviation | 10118.95249 |
|---|---|
| Coefficient of variation (CV) | 3.756647028 |
| Kurtosis | 398.8579858 |
| Mean | 2693.612793 |
| Median Absolute Deviation (MAD) | 670.06 |
| Skewness | 17.65630412 |
| Sum | 7986561.93 |
| Variance | 102393199.5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2053.02 | 2 | 0.1% |
| 1353.74 | 2 | 0.1% |
| 734.94 | 2 | 0.1% |
| 1025.44 | 2 | 0.1% |
| 598.2 | 2 | 0.1% |
| 533.33 | 2 | 0.1% |
| 731.9 | 2 | 0.1% |
| 2092.32 | 2 | 0.1% |
| 379.65 | 2 | 0.1% |
| 745.06 | 2 | 0.1% |
| Other values (2940) | 2945 |
| Value | Count | Frequency (%) |
| 6.2 | 1 | |
| 13.3 | 1 | |
| 36.56 | 1 | |
| 45 | 1 | |
| 52 | 1 | |
| 52.2 | 1 | |
| 52.2 | 1 | |
| 62.43 | 1 | |
| 68.84 | 1 | |
| 70.02 | 1 |
| Value | Count | Frequency (%) |
| 279138.02 | 1 | |
| 259657.3 | 1 | |
| 194550.79 | 1 | |
| 136275.72 | 1 | |
| 124564.53 | 1 | |
| 116729.63 | 1 | |
| 91062.38 | 1 | |
| 72882.09 | 1 | |
| 66653.56 | 1 | |
| 65039.62 | 1 |
| Distinct | 272 |
|---|---|
| Distinct (%) | 9.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64.21450253 |
| Minimum | 0 |
|---|---|
| Maximum | 373 |
| Zeros | 33 |
| Zeros (%) | 1.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 11 |
| median | 31 |
| Q3 | 81 |
| 95-th percentile | 242 |
| Maximum | 373 |
| Range | 373 |
| Interquartile range (IQR) | 70 |
Descriptive statistics
| Standard deviation | 77.57878668 |
|---|---|
| Coefficient of variation (CV) | 1.208119406 |
| Kurtosis | 2.760237102 |
| Mean | 64.21450253 |
| Median Absolute Deviation (MAD) | 26 |
| Skewness | 1.794679718 |
| Sum | 190396 |
| Variance | 6018.468143 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 99 | 3.3% |
| 4 | 87 | 2.9% |
| 3 | 85 | 2.9% |
| 2 | 84 | 2.8% |
| 8 | 76 | 2.6% |
| 10 | 67 | 2.3% |
| 7 | 66 | 2.2% |
| 9 | 66 | 2.2% |
| 17 | 64 | 2.2% |
| 16 | 55 | 1.9% |
| Other values (262) | 2216 |
| Value | Count | Frequency (%) |
| 0 | 33 | 1.1% |
| 1 | 99 | |
| 2 | 84 | |
| 3 | 85 | |
| 4 | 87 | |
| 5 | 43 | |
| 7 | 66 | |
| 8 | 76 | |
| 9 | 66 | |
| 10 | 67 |
| Value | Count | Frequency (%) |
| 373 | 2 | |
| 372 | 3 | |
| 371 | 1 | < 0.1% |
| 368 | 1 | < 0.1% |
| 366 | 4 | |
| 365 | 2 | |
| 364 | 1 | < 0.1% |
| 360 | 1 | < 0.1% |
| 359 | 1 | < 0.1% |
| 358 | 4 |
| Distinct | 57 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.724451939 |
| Minimum | 1 |
|---|---|
| Maximum | 206 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 17 |
| Maximum | 206 |
| Range | 205 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 8.847025721 |
|---|---|
| Coefficient of variation (CV) | 1.545479954 |
| Kurtosis | 190.178526 |
| Mean | 5.724451939 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 10.74593132 |
| Sum | 16973 |
| Variance | 78.26986411 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2 | 784 | |
| 3 | 497 | |
| 4 | 394 | |
| 5 | 236 | 8.0% |
| 1 | 189 | 6.4% |
| 6 | 173 | 5.8% |
| 7 | 139 | 4.7% |
| 8 | 98 | 3.3% |
| 9 | 69 | 2.3% |
| 10 | 54 | 1.8% |
| Other values (47) | 332 |
| Value | Count | Frequency (%) |
| 1 | 189 | 6.4% |
| 2 | 784 | |
| 3 | 497 | |
| 4 | 394 | |
| 5 | 236 | 8.0% |
| 6 | 173 | 5.8% |
| 7 | 139 | 4.7% |
| 8 | 98 | 3.3% |
| 9 | 69 | 2.3% |
| 10 | 54 | 1.8% |
| Value | Count | Frequency (%) |
| 206 | 1 | |
| 198 | 1 | |
| 124 | 1 | |
| 97 | 1 | |
| 91 | 1 | |
| 90 | 1 | |
| 86 | 1 | |
| 72 | 1 | |
| 62 | 2 | |
| 60 | 1 |
| Distinct | 1676 |
|---|---|
| Distinct (%) | 56.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1583.442833 |
| Minimum | 2 |
|---|---|
| Maximum | 196844 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.3 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 103 |
| Q1 | 297 |
| median | 642 |
| Q3 | 1401 |
| 95-th percentile | 4404 |
| Maximum | 196844 |
| Range | 196842 |
| Interquartile range (IQR) | 1104 |
Descriptive statistics
| Standard deviation | 5707.571653 |
|---|---|
| Coefficient of variation (CV) | 3.604532815 |
| Kurtosis | 516.3654066 |
| Mean | 1583.442833 |
| Median Absolute Deviation (MAD) | 422 |
| Skewness | 18.73041713 |
| Sum | 4694908 |
| Variance | 32576374.17 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 310 | 11 | 0.4% |
| 88 | 9 | 0.3% |
| 150 | 9 | 0.3% |
| 288 | 8 | 0.3% |
| 272 | 8 | 0.3% |
| 260 | 8 | 0.3% |
| 246 | 8 | 0.3% |
| 134 | 8 | 0.3% |
| 84 | 8 | 0.3% |
| 219 | 7 | 0.2% |
| Other values (1666) | 2881 |
| Value | Count | Frequency (%) |
| 2 | 2 | |
| 12 | 2 | |
| 16 | 1 | |
| 17 | 1 | |
| 18 | 1 | |
| 19 | 1 | |
| 20 | 1 | |
| 23 | 1 | |
| 25 | 1 | |
| 26 | 1 |
| Value | Count | Frequency (%) |
| 196844 | 1 | |
| 80179 | 1 | |
| 77373 | 1 | |
| 69993 | 1 | |
| 64549 | 1 | |
| 64124 | 1 | |
| 63312 | 1 | |
| 58343 | 1 | |
| 57872 | 1 | |
| 50255 | 1 |
| Distinct | 467 |
|---|---|
| Distinct (%) | 15.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 122.810118 |
| Minimum | 1 |
|---|---|
| Maximum | 7838 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 29 |
| median | 67 |
| Q3 | 135 |
| 95-th percentile | 382 |
| Maximum | 7838 |
| Range | 7837 |
| Interquartile range (IQR) | 106 |
Descriptive statistics
| Standard deviation | 269.4468531 |
|---|---|
| Coefficient of variation (CV) | 2.19401184 |
| Kurtosis | 354.1084542 |
| Mean | 122.810118 |
| Median Absolute Deviation (MAD) | 44 |
| Skewness | 15.67328761 |
| Sum | 364132 |
| Variance | 72601.60665 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 28 | 44 | 1.5% |
| 20 | 37 | 1.2% |
| 35 | 35 | 1.2% |
| 29 | 34 | 1.1% |
| 15 | 33 | 1.1% |
| 19 | 33 | 1.1% |
| 11 | 32 | 1.1% |
| 25 | 31 | 1.0% |
| 26 | 30 | 1.0% |
| 27 | 30 | 1.0% |
| Other values (457) | 2626 |
| Value | Count | Frequency (%) |
| 1 | 5 | 0.2% |
| 2 | 14 | |
| 3 | 15 | |
| 4 | 17 | |
| 5 | 26 | |
| 6 | 28 | |
| 7 | 18 | |
| 8 | 19 | |
| 9 | 26 | |
| 10 | 28 |
| Value | Count | Frequency (%) |
| 7838 | 1 | |
| 5589 | 1 | |
| 5095 | 1 | |
| 4580 | 1 | |
| 2697 | 1 | |
| 2379 | 1 | |
| 2060 | 1 | |
| 1818 | 1 | |
| 1672 | 1 | |
| 1637 | 1 |
| Distinct | 1992 |
|---|---|
| Distinct (%) | 67.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33.0066172 |
| Minimum | 2.15 |
|---|---|
| Maximum | 4453.43 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.3 KiB |
Quantile statistics
| Minimum | 2.15 |
|---|---|
| 5-th percentile | 4.914 |
| Q1 | 13.12 |
| median | 17.94 |
| Q3 | 24.98 |
| 95-th percentile | 90.236 |
| Maximum | 4453.43 |
| Range | 4451.28 |
| Interquartile range (IQR) | 11.86 |
Descriptive statistics
| Standard deviation | 119.5919146 |
|---|---|
| Coefficient of variation (CV) | 3.623270869 |
| Kurtosis | 812.1480741 |
| Mean | 33.0066172 |
| Median Absolute Deviation (MAD) | 5.97 |
| Skewness | 25.14435057 |
| Sum | 97864.62 |
| Variance | 14302.22603 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 15.49 | 7 | 0.2% |
| 16.82 | 6 | 0.2% |
| 16.39 | 6 | 0.2% |
| 16.92 | 6 | 0.2% |
| 19.06 | 6 | 0.2% |
| 17.66 | 6 | 0.2% |
| 17.71 | 6 | 0.2% |
| 19.44 | 5 | 0.2% |
| 10 | 5 | 0.2% |
| 17.13 | 5 | 0.2% |
| Other values (1982) | 2907 |
| Value | Count | Frequency (%) |
| 2.15 | 1 | |
| 2.43 | 1 | |
| 2.46 | 1 | |
| 2.51 | 1 | |
| 2.52 | 1 | |
| 2.65 | 1 | |
| 2.66 | 1 | |
| 2.71 | 1 | |
| 2.76 | 1 | |
| 2.77 | 1 |
| Value | Count | Frequency (%) |
| 4453.43 | 1 | |
| 3202.92 | 1 | |
| 1687.2 | 1 | |
| 952.99 | 1 | |
| 872.13 | 1 | |
| 841.02 | 1 | |
| 651.17 | 1 | |
| 640 | 1 | |
| 624.4 | 1 | |
| 615.75 | 1 |
| Distinct | 1258 |
|---|---|
| Distinct (%) | 42.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 67.33252032 |
| Minimum | 1 |
|---|---|
| Maximum | 366 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 26 |
| median | 48.28571429 |
| Q3 | 85.33333333 |
| 95-th percentile | 200.8 |
| Maximum | 366 |
| Range | 365 |
| Interquartile range (IQR) | 59.33333333 |
Descriptive statistics
| Standard deviation | 63.52158276 |
|---|---|
| Coefficient of variation (CV) | 0.943401234 |
| Kurtosis | 4.903585736 |
| Mean | 67.33252032 |
| Median Absolute Deviation (MAD) | 26.28571429 |
| Skewness | 2.065604551 |
| Sum | 199640.9227 |
| Variance | 4034.991476 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 14 | 25 | 0.8% |
| 70 | 21 | 0.7% |
| 4 | 21 | 0.7% |
| 7 | 20 | 0.7% |
| 35 | 18 | 0.6% |
| 49 | 18 | 0.6% |
| 46 | 17 | 0.6% |
| 11 | 17 | 0.6% |
| 21 | 17 | 0.6% |
| 5 | 16 | 0.5% |
| Other values (1248) | 2775 |
| Value | Count | Frequency (%) |
| 1 | 16 | |
| 1.5 | 1 | < 0.1% |
| 2 | 13 | |
| 2.5 | 1 | < 0.1% |
| 2.601398601 | 1 | < 0.1% |
| 3 | 15 | |
| 3.321428571 | 1 | < 0.1% |
| 3.330357143 | 1 | < 0.1% |
| 3.5 | 2 | 0.1% |
| 4 | 21 |
| Value | Count | Frequency (%) |
| 366 | 1 | < 0.1% |
| 365 | 1 | < 0.1% |
| 363 | 1 | < 0.1% |
| 362 | 1 | < 0.1% |
| 357 | 2 | |
| 356 | 1 | < 0.1% |
| 355 | 2 | |
| 352 | 1 | < 0.1% |
| 351 | 2 | |
| 350 | 3 |
| Distinct | 1347 |
|---|---|
| Distinct (%) | 45.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.06318195167 |
| Minimum | 0.005449591281 |
|---|---|
| Maximum | 3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.3 KiB |
Quantile statistics
| Minimum | 0.005449591281 |
|---|---|
| 5-th percentile | 0.009433962264 |
| Q1 | 0.01777777778 |
| median | 0.0293040293 |
| Q3 | 0.05539358601 |
| 95-th percentile | 0.2222222222 |
| Maximum | 3 |
| Range | 2.994550409 |
| Interquartile range (IQR) | 0.03761580823 |
Descriptive statistics
| Standard deviation | 0.1344202854 |
|---|---|
| Coefficient of variation (CV) | 2.127510813 |
| Kurtosis | 121.9648159 |
| Mean | 0.06318195167 |
| Median Absolute Deviation (MAD) | 0.01426643532 |
| Skewness | 8.793597948 |
| Sum | 187.3344867 |
| Variance | 0.01806881312 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.3333333333 | 21 | 0.7% |
| 0.1666666667 | 21 | 0.7% |
| 0.02777777778 | 20 | 0.7% |
| 0.09090909091 | 19 | 0.6% |
| 0.0625 | 17 | 0.6% |
| 0.1333333333 | 16 | 0.5% |
| 0.03571428571 | 15 | 0.5% |
| 0.4 | 15 | 0.5% |
| 0.25 | 15 | 0.5% |
| 0.02380952381 | 15 | 0.5% |
| Other values (1337) | 2791 |
| Value | Count | Frequency (%) |
| 0.005449591281 | 1 | < 0.1% |
| 0.005464480874 | 1 | < 0.1% |
| 0.005494505495 | 1 | < 0.1% |
| 0.005509641873 | 1 | < 0.1% |
| 0.005586592179 | 2 | |
| 0.005602240896 | 1 | < 0.1% |
| 0.005617977528 | 2 | |
| 0.00566572238 | 1 | < 0.1% |
| 0.005681818182 | 2 | |
| 0.005698005698 | 3 |
| Value | Count | Frequency (%) |
| 3 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
| 1.571428571 | 1 | < 0.1% |
| 1.5 | 3 | 0.1% |
| 1 | 14 | |
| 0.8333333333 | 1 | < 0.1% |
| 0.75 | 1 | < 0.1% |
| 0.6666666667 | 12 | |
| 0.6487935657 | 1 | < 0.1% |
| 0.6 | 1 | < 0.1% |
| Distinct | 172 |
|---|---|
| Distinct (%) | 5.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.95615514 |
| Minimum | 0 |
|---|---|
| Maximum | 9014 |
| Zeros | 1480 |
| Zeros (%) | 49.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 6 |
| 95-th percentile | 61.8 |
| Maximum | 9014 |
| Range | 9014 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 228.7536437 |
|---|---|
| Coefficient of variation (CV) | 9.166221416 |
| Kurtosis | 911.4384425 |
| Mean | 24.95615514 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 26.83769591 |
| Sum | 73995 |
| Variance | 52328.22952 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1480 | |
| 1 | 295 | 9.9% |
| 3 | 169 | 5.7% |
| 6 | 93 | 3.1% |
| 2 | 86 | 2.9% |
| 4 | 71 | 2.4% |
| 5 | 43 | 1.5% |
| 12 | 43 | 1.5% |
| 8 | 40 | 1.3% |
| 7 | 38 | 1.3% |
| Other values (162) | 607 |
| Value | Count | Frequency (%) |
| 0 | 1480 | |
| 1 | 295 | 9.9% |
| 2 | 86 | 2.9% |
| 3 | 169 | 5.7% |
| 4 | 71 | 2.4% |
| 5 | 43 | 1.5% |
| 6 | 93 | 3.1% |
| 7 | 38 | 1.3% |
| 8 | 40 | 1.3% |
| 9 | 36 | 1.2% |
| Value | Count | Frequency (%) |
| 9014 | 1 | |
| 4824 | 1 | |
| 4027 | 1 | |
| 2302 | 2 | |
| 1776 | 1 | |
| 1608 | 1 | |
| 1589 | 1 | |
| 1515 | 1 | |
| 1278 | 1 | |
| 1242 | 1 |
avg_basket_size
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 1979 |
|---|---|
| Distinct (%) | 66.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 236.5105663 |
| Minimum | 1 |
|---|---|
| Maximum | 6009.333333 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 44.27777778 |
| Q1 | 103.3 |
| median | 172.3333333 |
| Q3 | 281.6923077 |
| 95-th percentile | 599.76 |
| Maximum | 6009.333333 |
| Range | 6008.333333 |
| Interquartile range (IQR) | 178.3923077 |
Descriptive statistics
| Standard deviation | 284.1165832 |
|---|---|
| Coefficient of variation (CV) | 1.201284947 |
| Kurtosis | 102.5495958 |
| Mean | 236.5105663 |
| Median Absolute Deviation (MAD) | 83 |
| Skewness | 7.694246699 |
| Sum | 701253.8291 |
| Variance | 80722.23286 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 100 | 11 | 0.4% |
| 114 | 10 | 0.3% |
| 82 | 9 | 0.3% |
| 73 | 9 | 0.3% |
| 86 | 9 | 0.3% |
| 60 | 8 | 0.3% |
| 140 | 8 | 0.3% |
| 163 | 8 | 0.3% |
| 136 | 8 | 0.3% |
| 75 | 8 | 0.3% |
| Other values (1969) | 2877 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3.333333333 | 1 | |
| 5.333333333 | 1 | |
| 5.666666667 | 1 | |
| 6.142857143 | 1 | |
| 7.5 | 1 | |
| 9 | 1 | |
| 9.5 | 1 | |
| 11 | 1 |
| Value | Count | Frequency (%) |
| 6009.333333 | 1 | |
| 4282 | 1 | |
| 3906 | 1 | |
| 3868.65 | 1 | |
| 2880 | 1 | |
| 2801 | 1 | |
| 2733.944444 | 1 | |
| 2518.769231 | 1 | |
| 2160.333333 | 1 | |
| 2082.225806 | 1 |
| Distinct | 910 |
|---|---|
| Distinct (%) | 30.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.50105306 |
| Minimum | 0.2 |
|---|---|
| Maximum | 259 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.3 KiB |
Quantile statistics
| Minimum | 0.2 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 7.709677419 |
| median | 13.6 |
| Q3 | 22 |
| 95-th percentile | 46 |
| Maximum | 259 |
| Range | 258.8 |
| Interquartile range (IQR) | 14.29032258 |
Descriptive statistics
| Standard deviation | 15.46481281 |
|---|---|
| Coefficient of variation (CV) | 0.883650416 |
| Kurtosis | 29.30907341 |
| Mean | 17.50105306 |
| Median Absolute Deviation (MAD) | 6.6 |
| Skewness | 3.436201515 |
| Sum | 51890.62232 |
| Variance | 239.1604354 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 13 | 43 | 1.5% |
| 9 | 42 | 1.4% |
| 8 | 39 | 1.3% |
| 16 | 39 | 1.3% |
| 14 | 38 | 1.3% |
| 17 | 38 | 1.3% |
| 7 | 37 | 1.2% |
| 5 | 36 | 1.2% |
| 11 | 36 | 1.2% |
| 15 | 34 | 1.1% |
| Other values (900) | 2583 |
| Value | Count | Frequency (%) |
| 0.2 | 1 | < 0.1% |
| 0.25 | 3 | 0.1% |
| 0.3333333333 | 6 | |
| 0.4 | 1 | < 0.1% |
| 0.4090909091 | 1 | < 0.1% |
| 0.5 | 12 | |
| 0.5454545455 | 1 | < 0.1% |
| 0.5555555556 | 1 | < 0.1% |
| 0.5714285714 | 1 | < 0.1% |
| 0.6176470588 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 259 | 1 | |
| 177 | 1 | |
| 148 | 1 | |
| 127 | 1 | |
| 105 | 1 | |
| 104 | 1 | |
| 101 | 1 | |
| 98 | 1 | |
| 95.5 | 1 | |
| 94.33333333 | 1 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| df_index | customer_id | gross_revenue | recency_days | qt_invoices | no_items | assortment | avg_ticket | avg_recency_days | frequency | qt_returned | avg_basket_size | avg_assortment | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 17850 | 5391.21 | 372.0 | 34.0 | 1733.0 | 297.0 | 18.15 | 35.500000 | 0.486111 | 21.0 | 50.970588 | 0.617647 |
| 1 | 1 | 13047 | 3232.59 | 56.0 | 9.0 | 1390.0 | 171.0 | 18.90 | 27.250000 | 0.048780 | 6.0 | 154.444444 | 11.666667 |
| 2 | 2 | 12583 | 6705.38 | 2.0 | 15.0 | 5028.0 | 232.0 | 28.90 | 23.187500 | 0.045699 | 50.0 | 335.200000 | 7.600000 |
| 3 | 3 | 13748 | 948.25 | 95.0 | 5.0 | 439.0 | 28.0 | 33.87 | 92.666667 | 0.017921 | 0.0 | 87.800000 | 4.800000 |
| 4 | 4 | 15100 | 876.00 | 333.0 | 3.0 | 80.0 | 3.0 | 292.00 | 8.600000 | 0.136364 | 22.0 | 26.666667 | 0.333333 |
| 5 | 5 | 15291 | 4623.30 | 25.0 | 14.0 | 2102.0 | 102.0 | 45.33 | 23.200000 | 0.054441 | 27.0 | 150.142857 | 4.357143 |
| 6 | 6 | 14688 | 5630.87 | 7.0 | 21.0 | 3621.0 | 327.0 | 17.22 | 18.300000 | 0.073569 | 281.0 | 172.428571 | 7.047619 |
| 7 | 7 | 17809 | 5411.91 | 16.0 | 12.0 | 2057.0 | 61.0 | 88.72 | 35.700000 | 0.039106 | 41.0 | 171.416667 | 3.833333 |
| 8 | 8 | 15311 | 60767.90 | 0.0 | 91.0 | 38194.0 | 2379.0 | 25.54 | 4.144444 | 0.315508 | 231.0 | 419.714286 | 6.230769 |
| 9 | 9 | 16098 | 2005.63 | 87.0 | 7.0 | 613.0 | 67.0 | 29.93 | 47.666667 | 0.024390 | 0.0 | 87.571429 | 4.857143 |
Last rows
| df_index | customer_id | gross_revenue | recency_days | qt_invoices | no_items | assortment | avg_ticket | avg_recency_days | frequency | qt_returned | avg_basket_size | avg_assortment | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2955 | 5601 | 17727 | 1060.25 | 15.0 | 1.0 | 645.0 | 66.0 | 16.06 | 6.0 | 0.285714 | 6.0 | 645.000000 | 66.000000 |
| 2956 | 5611 | 17232 | 421.52 | 2.0 | 2.0 | 203.0 | 36.0 | 11.71 | 12.0 | 0.153846 | 0.0 | 101.500000 | 15.000000 |
| 2957 | 5612 | 17468 | 137.00 | 10.0 | 2.0 | 116.0 | 5.0 | 27.40 | 4.0 | 0.400000 | 0.0 | 58.000000 | 2.500000 |
| 2958 | 5623 | 13596 | 697.04 | 5.0 | 2.0 | 406.0 | 166.0 | 4.20 | 7.0 | 0.250000 | 0.0 | 203.000000 | 66.500000 |
| 2959 | 5629 | 14893 | 1237.85 | 9.0 | 2.0 | 799.0 | 73.0 | 16.96 | 2.0 | 0.666667 | 0.0 | 399.500000 | 36.000000 |
| 2960 | 5633 | 12479 | 473.20 | 11.0 | 1.0 | 382.0 | 30.0 | 15.77 | 4.0 | 0.333333 | 34.0 | 382.000000 | 30.000000 |
| 2961 | 5654 | 14126 | 706.13 | 7.0 | 3.0 | 508.0 | 15.0 | 47.08 | 3.0 | 1.000000 | 50.0 | 169.333333 | 4.666667 |
| 2962 | 5660 | 13521 | 1092.39 | 1.0 | 3.0 | 733.0 | 435.0 | 2.51 | 4.5 | 0.300000 | 0.0 | 244.333333 | 104.000000 |
| 2963 | 5670 | 15060 | 301.84 | 8.0 | 4.0 | 262.0 | 120.0 | 2.52 | 1.0 | 2.000000 | 0.0 | 65.500000 | 20.000000 |
| 2964 | 5689 | 12558 | 269.96 | 7.0 | 1.0 | 196.0 | 11.0 | 24.54 | 6.0 | 0.285714 | 102.0 | 196.000000 | 11.000000 |